{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 热力地图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "作者: 林骥，微信公众号ID：linjiwx，源代码和数据文件保存在 https://github.com/linjiwx/mp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "### 1. 初始设置\n",
    "\n",
    "首先，导入所需的库，并设置中文字体等。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入所需的库\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from plotnine import *\n",
    "from pylab import mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as mpathes\n",
    "from matplotlib.collections import PatchCollection\n",
    "from matplotlib import cm, colors\n",
    "\n",
    "# 正常显示中文标签\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "# 正常显示负号\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 禁用科学计数法\n",
    "pd.set_option('display.float_format', lambda x: '%.2f' % x) \n",
    "\n",
    "# 定义颜色，主色：蓝色，辅助色：灰色，互补色：橙色\n",
    "c = {'蓝色':'#00589F', '深蓝色':'#003867', '浅蓝色':'#5D9BCF',\n",
    "     '灰色':'#999999', '深灰色':'#666666', '浅灰色':'#CCCCCC',\n",
    "     '橙色':'#F68F00', '深橙色':'#A05D00', '浅橙色':'#FBC171'}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 定义数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 从 Excel 文件中读取数据\n",
    "df = pd.read_excel('./data/中国省份坐标.xlsx')\n",
    "gdp = pd.read_excel('./data/各省2019年GDP数据.xlsx')\n",
    "\n",
    "# 计算每个省份的中心坐标\n",
    "df_center = df.groupby('Province').mean()\n",
    "\n",
    "# 合并省份坐标和数据\n",
    "dfxy = pd.merge(df_center, gdp, on='Province', how ='left')\n",
    "\n",
    "# 定义颜色数值\n",
    "color_value = np.array(dfxy.GDP)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 开始画图\n",
    "\n",
    "用「**面向对象**」的方法画图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用「面向对象」的方法画图，定义图片的大小\n",
    "fig, ax = plt.subplots(figsize=(9, 9))\n",
    "\n",
    "# 设置背景颜色\n",
    "fig.set_facecolor('w')\n",
    "ax.set_facecolor('w')\n",
    "\n",
    "# 设置标题\n",
    "ax.set_title('\\n各省 2019 年的 GDP 数据', loc='center', fontsize=26)\n",
    "\n",
    "# 循环设置每个省份\n",
    "patches = []\n",
    "for Province in np.unique(df['Province']):\n",
    "    # 筛选每个省份的数据\n",
    "    dfp = df[df['Province'] == Province]\n",
    "    \n",
    "    # 多边形的每个位置\n",
    "    rect = mpathes.Polygon([(x, y) for x, y in zip(dfp['x'], dfp['y'])])\n",
    "    patches.append(rect)\n",
    "    \n",
    "    # 多边形内部显示省份名称和数据\n",
    "    ax.text(df_center.loc[Province].x, df_center.loc[Province].y, \n",
    "            '\\n'+Province+'\\n'+'%.2f' % dfxy[dfxy['Province'] == Province].GDP.values[0], \n",
    "            fontsize=15, va='center', ha='center', color=c['深灰色'])\n",
    "    \n",
    "# 填充形状和颜色\n",
    "collection = PatchCollection(patches, alpha=0.5, cmap=plt.cm.Oranges, ec=c['浅灰色'], fc='w', lw=1)\n",
    "collection.set_array(color_value)\n",
    "ax.add_collection(collection)\n",
    "\n",
    "# 隐藏边框\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "\n",
    "# 隐藏 X、Y 轴\n",
    "ax.xaxis.set_visible(False)\n",
    "ax.yaxis.set_visible(False)\n",
    "\n",
    "# 避免变形\n",
    "plt.axis('equal')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
